Real ChatGPT answer · index seedyi2L1ya3Rz4completeFinance and banking · investing and brokeragesbrand
How do Betterment automated portfolios compare to managing my own low cost ETF index fund ladder at Vanguard for business surplus cash
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do Betterment automated portfolios compare to managing my own low cost ETF index fund ladder at Vanguard for business surplus cash
3 real searches · 1 real-search pass
Betterment pricing automated investing annual advisory fee 0.25% official 2026Google ↗
OBSERVED
Vanguard ETF brokerage commissions expense ratios self directed official business account entity investmentGoogle ↗
OBSERVED
IRS business investment income capital gains corporate tax entity investing cash surplusGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
Betterment pricing automated investing annual advisory fee 0.25% official 2026 Google ↗
Vanguard ETF brokerage commissions expense ratios self directed official business account entity investment Google ↗
IRS business investment income capital gains corporate tax entity investing cash surplus Google ↗
- What are Betterment’s fees? · betterment.com
- Investment fees & costs · investor.vanguard.com
- Betterment Fee Disclosure · betterment.com
- Organization Accounts · investor.vanguard.com
- Publication 550 (2025), Investment Income and Expenses · irs.gov
- Publication 541 (12/2025), Partnerships · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment pricing automated investing annual advisory fee 0.25% official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Vanguard ETF brokerage commissions expense ratios self directed official business account entity investment OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
IRS business investment income capital gains corporate tax entity investing cash surplus OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |